{"id":"https://openalex.org/W3080087223","doi":"https://doi.org/10.1109/access.2020.3018704","title":"Shock Decision Algorithms for Automated External Defibrillators Based on Convolutional Networks","display_name":"Shock Decision Algorithms for Automated External Defibrillators Based on Convolutional Networks","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3080087223","doi":"https://doi.org/10.1109/access.2020.3018704","mag":"3080087223"},"language":"en","primary_location":{"id":"doi:10.1109/access.2020.3018704","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3018704","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09174724.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09174724.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087101498","display_name":"Xabier Jaureguibeitia","orcid":"https://orcid.org/0000-0002-8667-6399"},"institutions":[{"id":"https://openalex.org/I169108374","display_name":"University of the Basque Country","ror":"https://ror.org/000xsnr85","country_code":"ES","type":"education","lineage":["https://openalex.org/I169108374"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Xabier Jaureguibeitia","raw_affiliation_strings":["Department of Communications Engineering, University of the Basque Country (UPV/EHU), Bilbao, Spain"],"raw_orcid":"https://orcid.org/0000-0002-8667-6399","affiliations":[{"raw_affiliation_string":"Department of Communications Engineering, University of the Basque Country (UPV/EHU), Bilbao, Spain","institution_ids":["https://openalex.org/I169108374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053106727","display_name":"Gorka Zubia","orcid":"https://orcid.org/0000-0002-3764-1675"},"institutions":[{"id":"https://openalex.org/I169108374","display_name":"University of the Basque Country","ror":"https://ror.org/000xsnr85","country_code":"ES","type":"education","lineage":["https://openalex.org/I169108374"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Gorka Zubia","raw_affiliation_strings":["Department of Communications Engineering, University of the Basque Country (UPV/EHU), Bilbao, Spain"],"raw_orcid":"https://orcid.org/0000-0002-3764-1675","affiliations":[{"raw_affiliation_string":"Department of Communications Engineering, University of the Basque Country (UPV/EHU), Bilbao, Spain","institution_ids":["https://openalex.org/I169108374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020779678","display_name":"Unai Irusta","orcid":"https://orcid.org/0000-0001-9521-1852"},"institutions":[{"id":"https://openalex.org/I169108374","display_name":"University of the Basque Country","ror":"https://ror.org/000xsnr85","country_code":"ES","type":"education","lineage":["https://openalex.org/I169108374"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Unai Irusta","raw_affiliation_strings":["Department of Communications Engineering, University of the Basque Country (UPV/EHU), Bilbao, Spain"],"raw_orcid":"https://orcid.org/0000-0001-9521-1852","affiliations":[{"raw_affiliation_string":"Department of Communications Engineering, University of the Basque Country (UPV/EHU), Bilbao, Spain","institution_ids":["https://openalex.org/I169108374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004493179","display_name":"Elisabete Aramendi","orcid":"https://orcid.org/0000-0002-6409-1429"},"institutions":[{"id":"https://openalex.org/I169108374","display_name":"University of the Basque Country","ror":"https://ror.org/000xsnr85","country_code":"ES","type":"education","lineage":["https://openalex.org/I169108374"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Elisabete Aramendi","raw_affiliation_strings":["Department of Communications Engineering, University of the Basque Country (UPV/EHU), Bilbao, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Communications Engineering, University of the Basque Country (UPV/EHU), Bilbao, Spain","institution_ids":["https://openalex.org/I169108374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012829587","display_name":"Beatriz Chicote","orcid":"https://orcid.org/0000-0003-0115-2156"},"institutions":[{"id":"https://openalex.org/I4210150124","display_name":"IK4-Lortek","ror":"https://ror.org/04z0p3077","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210150124"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Beatriz Chicote","raw_affiliation_strings":["Department of Smart Manufacturing, IK4-Lortek, Ordizia, Spain"],"raw_orcid":"https://orcid.org/0000-0003-0115-2156","affiliations":[{"raw_affiliation_string":"Department of Smart Manufacturing, IK4-Lortek, Ordizia, Spain","institution_ids":["https://openalex.org/I4210150124"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076226906","display_name":"Daniel Alonso","orcid":"https://orcid.org/0000-0001-6182-1900"},"institutions":[{"id":"https://openalex.org/I4210100188","display_name":"Biogipuzkoa Health Research Institute","ror":"https://ror.org/01a2wsa50","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210100188"]},{"id":"https://openalex.org/I4210125364","display_name":"Osakidetza","ror":"https://ror.org/02g7qcb42","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210125364"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Daniel Alonso","raw_affiliation_strings":["Emergency Medical System (Emergentziak-Osakidetza), Basque Health Service, Hospital Donostia, Donostia, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Emergency Medical System (Emergentziak-Osakidetza), Basque Health Service, Hospital Donostia, Donostia, Spain","institution_ids":["https://openalex.org/I4210100188","https://openalex.org/I4210125364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002874130","display_name":"Andima Larrea","orcid":"https://orcid.org/0000-0002-4728-7630"},"institutions":[{"id":"https://openalex.org/I4210125364","display_name":"Osakidetza","ror":"https://ror.org/02g7qcb42","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210125364"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Andima Larrea","raw_affiliation_strings":["Emergency Medical System (Emergentziak-Osakidetza), Basque Health Service, Bilbao, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Emergency Medical System (Emergentziak-Osakidetza), Basque Health Service, Bilbao, Spain","institution_ids":["https://openalex.org/I4210125364"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012110805","display_name":"Carlos Corcuera","orcid":"https://orcid.org/0000-0001-5738-3944"},"institutions":[{"id":"https://openalex.org/I4210125364","display_name":"Osakidetza","ror":"https://ror.org/02g7qcb42","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210125364"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Carlos Corcuera","raw_affiliation_strings":["Emergency Medical System (Emergentziak-Osakidetza), Basque Health Service, Bilbao, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Emergency Medical System (Emergentziak-Osakidetza), Basque Health Service, Bilbao, Spain","institution_ids":["https://openalex.org/I4210125364"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5087101498"],"corresponding_institution_ids":["https://openalex.org/I169108374"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.362,"has_fulltext":true,"cited_by_count":17,"citation_normalized_percentile":{"value":0.8996791,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"8","issue":null,"first_page":"154746","last_page":"154758"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10645","display_name":"Cardiac Arrest and Resuscitation","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2711","display_name":"Emergency Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10645","display_name":"Cardiac Arrest and Resuscitation","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2711","display_name":"Emergency Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13248","display_name":"Healthcare Technology and Patient Monitoring","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/mcnemars-test","display_name":"McNemar's test","score":0.6581023335456848},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.6010290384292603},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5874823331832886},{"id":"https://openalex.org/keywords/automated-external-defibrillator","display_name":"Automated external defibrillator","score":0.5435010194778442},{"id":"https://openalex.org/keywords/defibrillation","display_name":"Defibrillation","score":0.5345638990402222},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4631466567516327},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4589155614376068},{"id":"https://openalex.org/keywords/shock","display_name":"Shock (circulatory)","score":0.456010639667511},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4020158648490906},{"id":"https://openalex.org/keywords/cardiology","display_name":"Cardiology","score":0.30852359533309937},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.30602413415908813},{"id":"https://openalex.org/keywords/emergency-medicine","display_name":"Emergency medicine","score":0.25676339864730835},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.1983213722705841},{"id":"https://openalex.org/keywords/cardiopulmonary-resuscitation","display_name":"Cardiopulmonary resuscitation","score":0.13251301646232605},{"id":"https://openalex.org/keywords/resuscitation","display_name":"Resuscitation","score":0.11291530728340149},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1027442216873169}],"concepts":[{"id":"https://openalex.org/C186282968","wikidata":"https://www.wikidata.org/wiki/Q1434261","display_name":"McNemar's test","level":2,"score":0.6581023335456848},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6010290384292603},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5874823331832886},{"id":"https://openalex.org/C2779729227","wikidata":"https://www.wikidata.org/wiki/Q787407","display_name":"Automated external defibrillator","level":4,"score":0.5435010194778442},{"id":"https://openalex.org/C2777795826","wikidata":"https://www.wikidata.org/wiki/Q954202","display_name":"Defibrillation","level":2,"score":0.5345638990402222},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4631466567516327},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4589155614376068},{"id":"https://openalex.org/C2781300812","wikidata":"https://www.wikidata.org/wiki/Q178061","display_name":"Shock (circulatory)","level":2,"score":0.456010639667511},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4020158648490906},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.30852359533309937},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.30602413415908813},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.25676339864730835},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.1983213722705841},{"id":"https://openalex.org/C2777055891","wikidata":"https://www.wikidata.org/wiki/Q185325","display_name":"Cardiopulmonary resuscitation","level":3,"score":0.13251301646232605},{"id":"https://openalex.org/C2778165595","wikidata":"https://www.wikidata.org/wiki/Q5491454","display_name":"Resuscitation","level":2,"score":0.11291530728340149},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1027442216873169}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2020.3018704","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3018704","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09174724.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:8cb57bcadfcc4167925b5a2d258b26c4","is_oa":true,"landing_page_url":"https://doaj.org/article/8cb57bcadfcc4167925b5a2d258b26c4","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 8, Pp 154746-154758 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2020.3018704","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3018704","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09174724.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5099999904632568,"display_name":"Responsible consumption and production","id":"https://metadata.un.org/sdg/12"}],"awards":[{"id":"https://openalex.org/G3706618981","display_name":null,"funder_award_id":"PRE-2019-1-0209","funder_id":"https://openalex.org/F4320323050","funder_display_name":"Ekonomiaren Garapen eta Lehiakortasun Saila, Eusko Jaurlaritza"},{"id":"https://openalex.org/G4206352862","display_name":null,"funder_award_id":"IT1229-19","funder_id":"https://openalex.org/F4320321705","funder_display_name":"Eusko Jaurlaritza"},{"id":"https://openalex.org/G4667550768","display_name":null,"funder_award_id":"RTI2018-101475-BI00","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G5553241062","display_name":null,"funder_award_id":"RTI2018-101475-BI00","funder_id":"https://openalex.org/F4320315062","funder_display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades"},{"id":"https://openalex.org/G6298273575","display_name":null,"funder_award_id":"RTI2018","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G649240377","display_name":null,"funder_award_id":"RTI2018-101475-BI00","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G6960013849","display_name":null,"funder_award_id":"IT1229-19","funder_id":"https://openalex.org/F4320323050","funder_display_name":"Ekonomiaren Garapen eta Lehiakortasun Saila, Eusko Jaurlaritza"},{"id":"https://openalex.org/G7456579334","display_name":null,"funder_award_id":"IT1229-19","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G8181105605","display_name":null,"funder_award_id":"RTI2018","funder_id":"https://openalex.org/F4320315062","funder_display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades"}],"funders":[{"id":"https://openalex.org/F4320315062","display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades","ror":null},{"id":"https://openalex.org/F4320321705","display_name":"Eusko Jaurlaritza","ror":"https://ror.org/00pz2fp31"},{"id":"https://openalex.org/F4320322930","display_name":"Ministerio de Ciencia e Innovaci\u00f3n","ror":"https://ror.org/034900433"},{"id":"https://openalex.org/F4320323050","display_name":"Ekonomiaren Garapen eta Lehiakortasun Saila, Eusko Jaurlaritza","ror":"https://ror.org/007xj0t96"},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3080087223.pdf","grobid_xml":"https://content.openalex.org/works/W3080087223.grobid-xml"},"referenced_works_count":59,"referenced_works":["https://openalex.org/W1587080882","https://openalex.org/W1799366690","https://openalex.org/W1836465849","https://openalex.org/W1968286668","https://openalex.org/W1977254247","https://openalex.org/W1982605242","https://openalex.org/W1990637085","https://openalex.org/W1994008599","https://openalex.org/W2000364692","https://openalex.org/W2000982976","https://openalex.org/W2010876479","https://openalex.org/W2013207210","https://openalex.org/W2013338732","https://openalex.org/W2021531160","https://openalex.org/W2024745435","https://openalex.org/W2040868047","https://openalex.org/W2067148054","https://openalex.org/W2077535010","https://openalex.org/W2090665020","https://openalex.org/W2093296950","https://openalex.org/W2095428098","https://openalex.org/W2096911172","https://openalex.org/W2155509970","https://openalex.org/W2158515487","https://openalex.org/W2161252442","https://openalex.org/W2162800060","https://openalex.org/W2167673381","https://openalex.org/W2170161063","https://openalex.org/W2187089797","https://openalex.org/W2194775991","https://openalex.org/W2196634223","https://openalex.org/W2280482073","https://openalex.org/W2291961022","https://openalex.org/W2468890772","https://openalex.org/W2492557229","https://openalex.org/W2531409750","https://openalex.org/W2604017450","https://openalex.org/W2745699887","https://openalex.org/W2758366753","https://openalex.org/W2797694788","https://openalex.org/W2885573118","https://openalex.org/W2886982273","https://openalex.org/W2887836922","https://openalex.org/W2890635761","https://openalex.org/W2901944246","https://openalex.org/W2902644322","https://openalex.org/W2913705661","https://openalex.org/W2914774339","https://openalex.org/W2944905766","https://openalex.org/W2946701722","https://openalex.org/W2949117887","https://openalex.org/W2962971773","https://openalex.org/W2968560616","https://openalex.org/W3000302224","https://openalex.org/W3005864656","https://openalex.org/W3033523981","https://openalex.org/W6638444622","https://openalex.org/W6638667902","https://openalex.org/W6772739504"],"related_works":["https://openalex.org/W2891427371","https://openalex.org/W2395576036","https://openalex.org/W2890154578","https://openalex.org/W2031946591","https://openalex.org/W2605164097","https://openalex.org/W2484913093","https://openalex.org/W2073054446","https://openalex.org/W2514322635","https://openalex.org/W2268029871","https://openalex.org/W2108375612"],"abstract_inverted_index":{"Automated":[0],"External":[1],"Defibrillators":[2],"(AED)":[3],"incorporate":[4],"a":[5,76,95,115,245],"shock":[6,33,63,202,233],"decision":[7,34,64,203,234],"algorithm":[8,235],"that":[9],"analyzes":[10],"the":[11,89,122,129,149,197,208,229],"patient's":[12],"electrocardiogram":[13],"(EKG),":[14],"allowing":[15],"lay":[16],"persons":[17],"to":[18,24,118,244,254],"provide":[19],"life":[20],"saving":[21],"defibrillation":[22,249],"therapy":[23,253],"out-of-hospital":[25],"cardiac":[26],"arrest":[27],"(OHCA)":[28],"patients.":[29],"The":[30,159,187],"most":[31],"accurate":[32],"algorithms":[35,43,65,204],"are":[36],"based":[37,66],"on":[38,67],"deep":[39,59,221],"learning,":[40],"but":[41],"these":[42],"have":[44],"not":[45],"been":[46],"trained":[47],"and":[48,69,105,120,128,146,148,174,181,191,207,250],"tested":[49],"using":[50,124,141,236],"OHCA":[51,80,256],"data.":[52],"In":[53],"this":[54],"study":[55],"we":[56],"propose":[57],"novel":[58],"learning":[60,222],"architectures":[61],"for":[62,135,153,177,201,224],"convolutional":[68],"residual":[70],"networks.":[71],"EKG":[72,84,154,184],"electronic":[73],"recordings":[74],"from":[75],"cohort":[77],"of":[78,97,156,167,248],"852":[79],"cases":[81],"(4216":[82],"AED":[83],"analyses)":[85],"were":[86,92,110,205],"used":[87],"in":[88,102,114],"study.":[90],"EKGs":[91],"annotated":[93],"by":[94,196],"pool":[96],"six":[98],"expert":[99],"clinicians":[100],"resulting":[101],"3718":[103],"nonshockable":[104],"498":[106],"shockable":[107],"EKGs.":[108],"Data":[109],"partitioned":[111],"patient":[112],"wise":[113],"stratified":[116],"way":[117],"train":[119],"test":[121],"models":[123],"10-fold":[125],"cross":[126],"validation,":[127],"procedure":[130],"was":[131,139,151,239],"repeated":[132],"100":[133],"times":[134],"statistical":[136],"evaluation.":[137],"Performance":[138],"assessed":[140],"sensitivity":[142,190],"(shockable),":[143],"specificity":[144,193],"(non-shockable)":[145],"accuracy,":[147],"analysis":[150],"conducted":[152],"segments":[155,238],"decreasing":[157],"duration.":[158],"best":[160,209],"model":[161,210],"had":[162],"median":[163],"(interdecile":[164],"range)":[165],"accuracies":[166],"98.6":[168],"(98.5-98.7)%,":[169],"98.4":[170],"(98.2-98.6)%,":[171],"98.2":[172],"(97.9-98.4)%,":[173],"97.6":[175],"(97.4-97.8)%,":[176],"4,":[178],"3,":[179],"2":[180],"1":[182],"second":[183],"segments,":[185],"respectively.":[186],"minimum":[188],"90%":[189],"95%":[192],"requirements":[194],"established":[195],"American":[198],"Heart":[199],"Association":[200],"met,":[206],"presented":[211],"significantly":[212],"greater":[213],"accuracy":[214],"(p<;":[215],"0.05":[216],"McNemar":[217],"test)":[218],"than":[219],"previous":[220],"solutions":[223],"all":[225],"segment":[226],"durations.":[227],"Moreover,":[228],"first":[230],"AHA":[231],"compliant":[232],"1-s":[237],"demonstrated.":[240],"This":[241],"should":[242],"contribute":[243],"combined":[246],"optimization":[247],"cardiopulmonary":[251],"resuscitation":[252],"improve":[255],"survival.":[257]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
